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Gesture Recognition

Gesture Recognition is an active field of research with applications such as automatic recognition of sign language, interaction of humans and robots or for new ways of controlling video games.

Source: Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping

Papers

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Showing 1–50 of 572 papers

TitleStatusHype
HaGRIDv2: 1M Images for Static and Dynamic Hand Gesture RecognitionCode4
BEAT: A Large-Scale Semantic and Emotional Multi-Modal Dataset for Conversational Gestures SynthesisCode3
HaGRID - HAnd Gesture Recognition Image DatasetCode2
SenseFi: A Library and Benchmark on Deep-Learning-Empowered WiFi Human SensingCode2
A Simple Baseline for Efficient Hand Mesh ReconstructionCode2
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency ConsistencyCode2
AutoFi: Towards Automatic WiFi Human Sensing via Geometric Self-Supervised LearningCode2
Regional Attention with Architecture-Rebuilt 3D Network for RGB-D Gesture RecognitionCode1
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNNCode1
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space ModelsCode1
Optimizing the Deployment of Tiny Transformers on Low-Power MCUsCode1
ProxEmo: Gait-based Emotion Learning and Multi-view Proxemic Fusion for Socially-Aware Robot NavigationCode1
EgoHand: Ego-centric Hand Pose Estimation and Gesture Recognition with Head-mounted Millimeter-wave Radar and IMUsCode1
The 5th Recognizing Families in the Wild Data Challenge: Predicting Kinship from FacesCode1
milliFlow: Scene Flow Estimation on mmWave Radar Point Cloud for Human Motion SensingCode1
LD-ConGR: A Large RGB-D Video Dataset for Long-Distance Continuous Gesture RecognitionCode1
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture RecognitionCode1
Gesture Recognition for Initiating Human-to-Robot HandoversCode1
CatNet: Class Incremental 3D ConvNets for Lifelong Egocentric Gesture RecognitionCode1
KNN-MMD: Cross Domain Wireless Sensing via Local Distribution AlignmentCode1
Data-Free Class-Incremental Hand Gesture RecognitionCode1
M^3T: Multi-Modal Continuous Valence-Arousal Estimation in the WildCode1
Efficient recurrent architectures through activity sparsity and sparse back-propagation through timeCode1
OO-dMVMT: A Deep Multi-view Multi-task Classification Framework for Real-time 3D Hand Gesture Classification and SegmentationCode1
Development of a hand pose recognition system on an embedded computer using Artificial IntelligenceCode1
DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionCode1
A 2-μJ, 12-class, 91% Accuracy Spiking Neural Network Approach For Radar Gesture RecognitionCode1
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology ModelingCode1
EgoEvGesture: Gesture Recognition Based on Egocentric Event CameraCode1
Recognizing Families In the Wild: White Paper for the 4th Edition Data ChallengeCode1
A Deep Learning-based Multimodal Depth-Aware Dynamic Hand Gesture Recognition SystemCode1
GRLib: An Open-Source Hand Gesture Detection and Recognition Python LibraryCode1
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning ModelsCode1
A Spatio-Temporal Multilayer Perceptron for Gesture RecognitionCode1
Fine-tuning of sign language recognition models: a technical reportCode1
Unified Learning Approach for Egocentric Hand Gesture Recognition and Fingertip DetectionCode1
ESPRESSO: Entropy and ShaPe awaRe timE-Series SegmentatiOn for processing heterogeneous sensor dataCode1
GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture RecognitionCode1
Event Transformer. A sparse-aware solution for efficient event data processingCode1
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture RecognitionCode1
IPN Hand: A Video Dataset and Benchmark for Real-Time Continuous Hand Gesture RecognitionCode1
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and DifferencesCode1
An Efficient PointLSTM for Point Clouds Based Gesture RecognitionCode1
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic ProcessorCode1
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature ReplayCode1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese NetworkCode1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture RecognitionCode1
Domain Adaptation for sEMG-based Gesture Recognition with Recurrent Neural NetworksCode1
Online Training Through Time for Spiking Neural NetworksCode1
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological PretrainingCode1
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All datasetsDVS128 GestureCapgMyo DB-aCapgMyo DB-bCapgMyo DB-cChaLearn 2013Chalearn 2014ChaLearn 2016GesturePodMontalbanoMSRC-12Ninapro DB-1 12 gesturesNinapro DB-1 8 gestures

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TENNs-PLEIADESAccuracy (%)100—Unverified
2mMND (BPTT)Accuracy (%)98—Unverified
3EGRUAccuracy (%)97.8—Unverified
4AlexNet+LSTMAccuracy (%)97.73—Unverified
5S-TLLRAccuracy (%)97.72—Unverified
6Event-SSMAccuracy (%)97.7—Unverified
7STL-SNNAccuracy (%)97.22—Unverified
8OTTTAccuracy (%)96.88—Unverified
9STS-ResNetAccuracy (%)96.7—Unverified
10mMND (STDP)Accuracy (%)96.6—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy97.1—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy96.8—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy92.08—Unverified
#ModelMetricClaimedVerifiedStatus
13D-CNN + LSTMAccuracy93.2—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy39.95—Unverified
#ModelMetricClaimedVerifiedStatus
1GesturePodReal World Accuracy92—Unverified
#ModelMetricClaimedVerifiedStatus
1Temp Conv + LSTMError rate2.77—Unverified
#ModelMetricClaimedVerifiedStatus
13S Net TTMAccuracy99.01—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy84.7—Unverified
#ModelMetricClaimedVerifiedStatus
12SRNNAccuracy90.7—Unverified
#ModelMetricClaimedVerifiedStatus
1PointLSTM14 gestures accuracy95.9—Unverified